Seamless Enterprise
Smart conversation, inside your organisation's walls
Enterprise AI
Answers from your own knowledge,
in Arabic
AI that understands your enterprise and operates by its rules.
Powered by Misraj products
What it does
What it connects, and what it answers from
Connect the stores you already run and ask them questions.
Your own document stores, databases and business systems
The platform answers from the organisation's own knowledge, not just from what a general model happens to have read.
Domain-tuned Arabic embeddings
kawn-embed-light handles fast production retrieval, with religious and medical variants for specialised corpora.
Chat and web search, kept secure
Teams use AI models and pull in real-time information without the data exposure that comes with public tools.
Pipelines you assemble rather than build
Seamless API is a node-based builder with Arabic parsing built in, models swapped and compared directly.
Operational outcomes
Operational outcomes
What changes once retrieval works on Arabic.
One place to ask
The question goes to the organisation's material instead of to whoever last touched the file.
Arabic content stops being a dead zone
Retrieval quality holds on Arabic corpora, which is where generic RAG stacks quietly degrade and get blamed on the data.
Answers you can trace
Responses are grounded in retrieved source material, so a reviewer can check where an answer came from.
Products
Powered by Misraj products
Seamless Enterprise answers from your document stores, databases and business systems inside your own walls; Seamless API lets your team build the same Arabic pipelines visually rather than from raw APIs.
Seamless API
Build Arabic AI Pipelines Visually, Not From Raw APIs
How it deploys
On-premises inside your compliance boundary, dedicated in-Kingdom servers, or the cloud API for teams working outside it.
- On-premises
- Dedicated in-Kingdom
- Cloud API
On-premises
The full platform inside your own environment. Nothing leaves unless you decide it should.
Dedicated in-Kingdom
Hosted inside Saudi Arabia for organisations that need residency without running the hardware themselves.
Cloud API
Individual models through Kawn Console, for teams building their own retrieval stack.
Already running on this solution
Already running on this solution
“Search returned relevant results across Arabic content where generic embeddings had previously degraded.”
A global professional services firm · Customer case study
Read the case studyWhy Arabic retrieval is the whole problem
Seamless Enterprise connects to your document stores, databases and business systems and answers from your organization's own knowledge, with the Kawn-Embed family handling Arabic retrieval and Baseer handling Arabic document parsing.
- 0.25
- Word error rate on Misraj-DocOCR
- 300M
- kawn-embed-light: fast, low compute
Embeddings built for the language
The Kawn-Embed family converts Arabic text into vectors tuned for semantic search and RAG, with domain-specific variants.
Arabic documents are a first-class source
Baseer parsing is built in, so a scanned Arabic contract is retrievable content rather than an image sitting outside the index.
Inside your compliance boundary
Seamless Enterprise runs on-premises or on dedicated servers inside Saudi Arabia, architected around SDAIA and NCA ECC from the start.
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Deploy Enterprise AI
Tell us the problem. We will tell you honestly whether this is the right answer, and what it takes to deploy.